Using an AI language model to generate natural language explanations or summaries for numbers, reports, or results that were already calculated by a fixed, deterministic rule engine.

An eight-word corporate jargon monster used in MLOps whitepapers to describe using a chatbot to write a friendly plain English summary of a spreadsheet calculation.

• Eight-Word Heavyweight: Stacking eight dense corporate technical words to describe writing a summary of fixed numbers.
• Academic Obfuscation: Making using an LLM to explain spreadsheet totals sound like quantum physics research.
• Kitchen Reality Check: Like reading a recipe timer number out loud and calling yourself a "post-hoc explainer of pre-computed outputs."

Margin Call (2010s) scene where analysts act as post-hoc explainers of pre-computed deterministic outputs, using simple plain English to translate complex mathematical risk calculations for senior executives.

Using an AI model to write plain English summaries for pre-calculated report numbers.

“Our system uses post-hoc explainers of pre-computed deterministic outputs to present contract audit findings.”

“We used a deterministic rule engine to calculate contract penalty fees, then used an LLM to write a plain English summary explaining the calculated total to the client.”